{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 图像增广\n",
    "\n",
    "在[“深度卷积神经网络（AlexNet）”](../chapter_convolutional-neural-networks/alexnet.ipynb)小节里我们提到过，大规模数据集是成功应用深度神经网络的前提。图像增广（image augmentation）技术通过对训练图像做一系列随机改变，来产生相似但又不同的训练样本，从而扩大训练数据集的规模。图像增广的另一种解释是，随机改变训练样本可以降低模型对某些属性的依赖，从而提高模型的泛化能力。例如，我们可以对图像进行不同方式的裁剪，使感兴趣的物体出现在不同位置，从而减轻模型对物体出现位置的依赖性。我们也可以调整亮度、色彩等因素来降低模型对色彩的敏感度。可以说，在当年AlexNet的成功中，图像增广技术功不可没。本节我们将讨论这个在计算机视觉里被广泛使用的技术。\n",
    "\n",
    "首先，导入实验所需的包或模块。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2.0.0\n"
     ]
    }
   ],
   "source": [
    "import tensorflow as tf\n",
    "import numpy as np\n",
    "print(tf.__version__)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 常用的图像增广方法\n",
    "\n",
    "我们来读取一张形状为$400\\times 500$（高和宽分别为400像素和500像素）的图像作为实验的样例。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1862621c888>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "\n",
    "img = plt.imread('../img/cat1.jpg')\n",
    "plt.imshow(img)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "下面定义绘图函数`show_images`。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def show_images(imgs, num_rows, num_cols, scale=2):\n",
    "    figsize = (num_cols * scale, num_rows * scale)\n",
    "    _, axes = plt.subplots(num_rows, num_cols, figsize=figsize)\n",
    "    for i in range(num_rows):\n",
    "        for j in range(num_cols):\n",
    "            axes[i][j].imshow(imgs[i * num_cols + j])\n",
    "            axes[i][j].axes.get_xaxis().set_visible(False)\n",
    "            axes[i][j].axes.get_yaxis().set_visible(False)\n",
    "    return axes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "大部分图像增广方法都有一定的随机性。为了方便观察图像增广的效果，接下来我们定义一个辅助函数`apply`。这个函数对输入图像`img`多次运行图像增广方法`aug`并展示所有的结果。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def apply(img, aug, num_rows=2, num_cols=4, scale=1.5):\n",
    "    Y = [aug(img) for _ in range(num_rows * num_cols)]\n",
    "    show_images(Y, num_rows, num_cols, scale)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 翻转和裁剪\n",
    "\n",
    "左右翻转图像通常不改变物体的类别。它是最早也是最广泛使用的一种图像增广方法。下面我们通过`tf.image.random_flip_left_right`来实现一半概率的图像左右翻转。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x216 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "apply(img, tf.image.random_flip_left_right)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "上下翻转不如左右翻转通用。但是至少对于样例图像，上下翻转不会造成识别障碍。下面我们创建`tf.image.random_flip_up_down`实例来实现一半概率的图像上下翻转。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x216 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "apply(img, tf.image.random_flip_up_down)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "在我们使用的样例图像里，猫在图像正中间，但一般情况下可能不是这样。在[“池化层”](../chapter_convolutional-neural-networks/pooling.ipynb)一节里我们解释了池化层能降低卷积层对目标位置的敏感度。除此之外，我们还可以通过对图像随机裁剪来让物体以不同的比例出现在图像的不同位置，这同样能够降低模型对目标位置的敏感性。\n",
    "\n",
    "在下面的代码里，我们每次随机裁剪出一块面积为原面积$10\\% \\sim 100\\%$的区域，且该区域的宽和高之比随机取自$0.5 \\sim 2$，然后再将该区域的宽和高分别缩放到200像素。若无特殊说明，本节中$a$和$b$之间的随机数指的是从区间$[a,b]$中随机均匀采样所得到的连续值。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x00000186F310AD48>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x00000186F30BDE48>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x000001862700F648>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x00000186F30F1DC8>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x00000186F3093AC8>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x00000186F2EEBCC8>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x00000186F2E78E08>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x00000186F4104FC8>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x216 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "aug=tf.image.random_crop\n",
    "num_rows=2\n",
    "num_cols=4\n",
    "scale=1.5\n",
    "crop_size=200\n",
    "\n",
    "Y = [aug(img, (crop_size, crop_size, 3)) for _ in range(num_rows * num_cols)]\n",
    "show_images(Y, num_rows, num_cols, scale)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 变化颜色\n",
    "\n",
    "另一类增广方法是变化颜色。我们可以从4个方面改变图像的颜色：亮度、对比度、饱和度和色调。在下面的例子里，我们将图像的亮度随机变化为原图亮度的$50\\%$（即$1-0.5$）$\\sim 150\\%$（即$1+0.5$）。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x00000186F3086848>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x00000186F2FE8EC8>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x00000186F2FEE4C8>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x00000186282D36C8>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x00000186F2D39888>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x00000186F2D70A48>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x00000186F2DA9C08>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x00000186F2F20E88>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x216 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "aug=tf.image.random_brightness\n",
    "num_rows=2\n",
    "num_cols=4\n",
    "scale=1.5\n",
    "max_delta=0.5\n",
    "\n",
    "Y = [aug(img, max_delta) for _ in range(num_rows * num_cols)]\n",
    "show_images(Y, num_rows, num_cols, scale)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "类似地，我们也可以随机变化图像的色调。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x00000186F3013888>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x00000186F30386C8>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x00000186F4142308>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x00000186F4178508>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x00000186F41B16C8>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x00000186F41E9888>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x00000186F4220A08>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x00000186F4259C88>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x216 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "aug=tf.image.random_hue\n",
    "num_rows=2\n",
    "num_cols=4\n",
    "scale=1.5\n",
    "max_delta=0.5\n",
    "\n",
    "Y = [aug(img, max_delta) for _ in range(num_rows * num_cols)]\n",
    "show_images(Y, num_rows, num_cols, scale)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 使用图像增广训练模型\n",
    "\n",
    "下面我们来看一个将图像增广应用在实际训练中的例子。这里我们使用CIFAR-10数据集，而不是之前我们一直使用的Fashion-MNIST数据集。这是因为Fashion-MNIST数据集中物体的位置和尺寸都已经经过归一化处理，而CIFAR-10数据集中物体的颜色和大小区别更加显著。下面展示了CIFAR-10数据集中前32张训练图像。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(50000, 32, 32, 3) (10000, 32, 32, 3)\n"
     ]
    }
   ],
   "source": [
    "(x, y), (test_x, test_y) = tf.keras.datasets.cifar10.load_data()\n",
    "print(x.shape, test_x.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 460.8x230.4 with 32 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_images(x[0:32][0], 4, 8, scale=0.8);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我们在CIFAR-10数据集上训练[“残差网络（ResNet）”](../chapter_convolutional-neural-networks/resnet.ipynb)一节介绍的ResNet-18模型。\n",
    "下面我们定义ResNet模型："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "from tensorflow.keras import layers,activations\n",
    "class Residual(tf.keras.Model):\n",
    "    def __init__(self, num_channels, use_1x1conv=False, strides=1, **kwargs):\n",
    "        super(Residual, self).__init__(**kwargs)\n",
    "        self.conv1 = layers.Conv2D(num_channels,\n",
    "                                   padding='same',\n",
    "                                   kernel_size=3,\n",
    "                                   strides=strides)\n",
    "        self.conv2 = layers.Conv2D(num_channels, kernel_size=3,padding='same')\n",
    "        if use_1x1conv:\n",
    "            self.conv3 = layers.Conv2D(num_channels,\n",
    "                                       kernel_size=1,\n",
    "                                       strides=strides)\n",
    "        else:\n",
    "            self.conv3 = None\n",
    "        self.bn1 = layers.BatchNormalization()\n",
    "        self.bn2 = layers.BatchNormalization()\n",
    "\n",
    "    def call(self, X):\n",
    "        Y = activations.relu(self.bn1(self.conv1(X)))\n",
    "        Y = self.bn2(self.conv2(Y))\n",
    "        if self.conv3:\n",
    "            X = self.conv3(X)\n",
    "        return activations.relu(Y + X)\n",
    "\n",
    "class ResnetBlock(tf.keras.layers.Layer):\n",
    "    def __init__(self,num_channels, num_residuals, first_block=False,**kwargs):\n",
    "        super(ResnetBlock, self).__init__(**kwargs)\n",
    "        self.listLayers=[]\n",
    "        for i in range(num_residuals):\n",
    "            if i == 0 and not first_block:\n",
    "                self.listLayers.append(Residual(num_channels, use_1x1conv=True, strides=2))\n",
    "            else:\n",
    "                self.listLayers.append(Residual(num_channels))      \n",
    "    \n",
    "    def call(self, X):\n",
    "        for layer in self.listLayers.layers:\n",
    "            X = layer(X)\n",
    "        return X\n",
    "\n",
    "class ResNet(tf.keras.Model):\n",
    "    def __init__(self,num_blocks,**kwargs):\n",
    "        super(ResNet, self).__init__(**kwargs)\n",
    "        self.conv=tf.keras.layers.Conv2D(64, kernel_size=7, strides=2, padding='same')\n",
    "        self.bn=tf.keras.layers.BatchNormalization()\n",
    "        self.relu=tf.keras.layers.Activation('relu')\n",
    "        self.mp=tf.keras.layers.MaxPool2D(pool_size=3, strides=2, padding='same')\n",
    "        self.resnet_block1=ResnetBlock(64,num_blocks[0], first_block=True)\n",
    "        self.resnet_block2=ResnetBlock(128,num_blocks[1])\n",
    "        self.resnet_block3=ResnetBlock(256,num_blocks[2])\n",
    "        self.resnet_block4=ResnetBlock(512,num_blocks[3])\n",
    "        self.gap=tf.keras.layers.GlobalAvgPool2D()\n",
    "        self.fc=tf.keras.layers.Dense(units=10,activation=tf.keras.activations.softmax)\n",
    "\n",
    "    def call(self, x):\n",
    "        x=self.conv(x)\n",
    "        x=self.bn(x)\n",
    "        x=self.relu(x)\n",
    "        x=self.mp(x)\n",
    "        x=self.resnet_block1(x)\n",
    "        x=self.resnet_block2(x)\n",
    "        x=self.resnet_block3(x)\n",
    "        x=self.resnet_block4(x)\n",
    "        x=self.gap(x)\n",
    "        x=self.fc(x)\n",
    "        return x\n",
    "\n",
    "net = ResNet([2,2,2,2])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "下面使用随机左右翻转的图像增广来训练模型。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train on 40000 samples, validate on 10000 samples\n",
      "Epoch 1/5\n",
      "40000/40000 [==============================] - 34s 860us/sample - loss: 1.4808 - accuracy: 0.4748 - val_loss: 2.2286 - val_accuracy: 0.3228\n",
      "Epoch 2/5\n",
      "40000/40000 [==============================] - 29s 730us/sample - loss: 1.0926 - accuracy: 0.6130 - val_loss: 1.3995 - val_accuracy: 0.5257\n",
      "Epoch 3/5\n",
      "40000/40000 [==============================] - 29s 731us/sample - loss: 0.9209 - accuracy: 0.6765 - val_loss: 1.2786 - val_accuracy: 0.5700\n",
      "Epoch 4/5\n",
      "40000/40000 [==============================] - 29s 728us/sample - loss: 0.8061 - accuracy: 0.7167 - val_loss: 1.0461 - val_accuracy: 0.6405\n",
      "Epoch 5/5\n",
      "40000/40000 [==============================] - 29s 729us/sample - loss: 0.6999 - accuracy: 0.7553 - val_loss: 0.9424 - val_accuracy: 0.6718\n",
      "10000/1 - 3s - loss: 1.1749 - accuracy: 0.6674\n"
     ]
    }
   ],
   "source": [
    "x = [tf.image.random_flip_left_right(i) for i in x]\n",
    "\n",
    "net.compile(loss='sparse_categorical_crossentropy',\n",
    "              optimizer=tf.keras.optimizers.Adam(),\n",
    "              metrics=['accuracy'])\n",
    "\n",
    "history = net.fit(x, y,\n",
    "                    batch_size=64,\n",
    "                    epochs=5,\n",
    "                    validation_split=0.2)\n",
    "test_scores = net.evaluate(test_x, test_y, verbose=2)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "tf2.0-gpu",
   "language": "python",
   "name": "tf2.0-gpu"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.5"
  }
 },
 "nbformat": 4,
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}
